Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
Mon 27 Apr 2020 20:50:22 CEST
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2020-04-27
## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.260 Min. :-2.350 Min. : 54
## 1st Qu.:0.1350 1st Qu.: 0.905 1st Qu.:-0.555 1st Qu.: 402
## Median :0.4500 Median : 2.060 Median :-0.210 Median : 952
## Mean :0.7104 Mean : 3.333 Mean :-0.222 Mean : 1836
## 3rd Qu.:0.9650 3rd Qu.: 5.195 3rd Qu.: 0.125 3rd Qu.: 2423
## Max. :4.7400 Max. :16.630 Max. : 2.120 Max. :18559With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Trieste 1227 3.90 2.12 5.23
## 2 Siracusa 221 4.74 1.36 0.55
## 3 Lecco 2230 2.43 1.19 6.61
## 4 Pavia 4129 2.10 0.96 7.56
## 5 Alessandria 3271 2.60 0.95 7.76
## 6 Vibo Valentia 73 1.39 0.93 0.46
## 7 Enna 402 1.26 0.84 2.44
## 8 Catanzaro 205 1.49 0.83 0.57
## 9 Sud Sardegna 92 1.10 0.73 0.26
## 10 Trento 3995 2.59 0.70 7.38
## 11 Genova 4438 3.38 0.63 5.28
## 12 Agrigento 133 0.76 0.51 0.31
## 13 Rovigo 422 1.20 0.48 1.80
## 14 Venezia 2366 0.81 0.44 2.77
## 15 La Spezia 823 0.98 0.41 3.75
## 16 Rimini 1953 0.83 0.38 5.76
## 17 Belluno 1060 0.95 0.38 5.22
## 18 Viterbo 383 1.32 0.35 1.21
## 19 Udine 944 0.64 0.32 1.79
## 20 Pescara 1274 1.11 0.31 3.99
## 21 L'Aquila 242 0.41 0.28 0.81
## 22 Piacenza 3826 2.00 0.28 13.32
## 23 Trapani 137 0.74 0.24 0.32
## 24 Treviso 2476 0.94 0.17 2.79
## 25 Parma 3112 1.27 0.16 6.89
## 26 Gorizia 179 2.29 0.15 1.28
## 27 Reggio di Calabria 250 0.40 0.13 0.46
## 28 Valle d'Aosta / Vallée d'Aoste 1111 0.45 0.12 8.84
## 29 Rieti 314 0.32 0.11 2.02
## 30 Grosseto 402 0.50 0.08 1.81
## 31 Bolzano / Bozen 2496 0.60 0.06 4.70## daily_growth per_capita trend total_cases
## Min. :0.320 Min. : 0.260 Min. :0.0600 Min. : 73
## 1st Qu.:0.750 1st Qu.: 1.010 1st Qu.:0.2050 1st Qu.: 246
## Median :1.110 Median : 2.770 Median :0.3800 Median : 944
## Mean :1.468 Mean : 3.675 Mean :0.5355 Mean :1425
## 3rd Qu.:2.050 3rd Qu.: 5.520 3rd Qu.:0.7800 3rd Qu.:2421
## Max. :4.740 Max. :13.320 Max. :2.1200 Max. :4438With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 Crotone 117 0.00 0.00 0.67
## 2 Cagliari 232 0.43 0.00 0.54
## 3 Caltanissetta 148 0.00 0.00 0.56
## 4 Terni 334 0.00 0.00 1.48
## 5 Perugia 989 0.20 -0.03 1.51
## 6 Roma 4569 1.51 -0.05 1.05
## 7 Brescia 12599 0.28 -0.05 9.95
## 8 Padova 3827 0.24 -0.05 4.08
## 9 Pordenone 625 0.64 -0.06 2.00
## 10 Pesaro e Urbino 2439 0.45 -0.07 6.80
## 11 Forlì-Cesena 1542 1.18 -0.08 3.91
## 12 Ancona 1799 0.17 -0.09 3.82
## 13 Barletta-Andria-Trani 368 0.55 -0.10 0.94
## 14 Modena 3578 0.45 -0.11 5.07
## 15 Bergamo 11150 0.33 -0.11 10.00
## 16 Mantova 3123 0.58 -0.13 7.57
## 17 Ravenna 970 0.10 -0.14 2.49
## 18 Pisa 840 0.48 -0.16 2.00
## 19 Massa-Carrara 983 0.41 -0.17 5.04
## 20 Napoli 2389 0.59 -0.19 0.77
## 21 Verona 4526 0.76 -0.20 4.89
## 22 Teramo 635 0.00 -0.21 2.06
## 23 Monza e della Brianza 4516 0.87 -0.21 5.17
## 24 Bari 1285 0.23 -0.21 1.03
## 25 Lucca 1265 0.72 -0.22 3.26
## 26 Taranto 255 0.00 -0.26 0.44
## 27 Novara 2218 0.41 -0.29 6.01
## 28 Reggio nell'Emilia 4585 0.17 -0.30 8.62
## 29 Frosinone 555 0.18 -0.30 1.13
## 30 Cosenza 449 0.45 -0.31 0.64
## 31 Salerno 652 0.15 -0.31 0.59
## 32 Latina 482 1.69 -0.33 0.84
## 33 Benevento 177 0.00 -0.38 0.64
## 34 Foggia 989 0.30 -0.38 1.59
## 35 Arezzo 619 0.32 -0.39 1.81
## 36 Catania 961 0.84 -0.40 0.87
## 37 Siena 420 0.00 -0.40 1.57
## 38 Bologna 4191 0.84 -0.45 4.13
## 39 Avellino 440 0.00 -0.46 1.05
## 40 Varese 2496 1.18 -0.48 2.80
## 41 Ascoli Piceno 279 0.00 -0.48 1.35
## 42 Verbano-Cusio-Ossola 996 0.40 -0.48 6.29
## 43 Caserta 416 0.24 -0.49 0.45
## 44 Cremona 5971 0.08 -0.50 16.63
## 45 Lecce 476 0.21 -0.50 0.60
## 46 Vicenza 2571 0.67 -0.50 2.98
## 47 Messina 533 0.00 -0.51 0.85
## 48 Vercelli 1093 0.28 -0.53 6.40
## 49 Matera 188 0.00 -0.54 0.95
## 50 Potenza 178 0.00 -0.57 0.49
## 51 Milano 18559 1.02 -0.59 5.71
## 52 Livorno 508 0.00 -0.60 1.52
## 53 Ferrara 905 0.44 -0.61 2.62
## 54 Sassari 829 0.12 -0.61 1.69
## 55 Pistoia 618 0.49 -0.61 2.11
## 56 Como 3076 1.69 -0.64 5.13
## 57 Macerata 999 0.10 -0.68 3.18
## 58 Asti 1456 1.96 -0.77 6.78
## 59 Imperia 1246 0.08 -0.79 5.83
## 60 Brindisi 554 0.36 -0.81 1.41
## 61 Lodi 2936 0.34 -0.82 12.75
## 62 Palermo 461 1.10 -0.86 0.37
## 63 Fermo 423 0.00 -0.88 2.43
## 64 Nuoro 76 0.00 -0.89 0.36
## 65 Torino 12324 1.02 -0.97 5.45
## 66 Campobasso 223 0.00 -1.07 1.01
## 67 Biella 952 0.74 -1.15 5.42
## 68 Cuneo 2407 0.67 -1.17 4.10
## 69 Isernia 55 0.00 -1.24 0.65
## 70 Oristano 54 0.00 -1.27 0.34
## 71 Sondrio 1132 0.00 -1.33 6.25
## 72 Prato 513 0.00 -1.33 1.99
## 73 Firenze 3011 0.27 -1.59 2.98
## 74 Chieti 723 0.00 -1.72 1.88
## 75 Savona 1129 0.53 -1.82 4.09
## 76 Ragusa 89 0.00 -2.35 0.28## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.2800 Min. :-2.3500 Min. : 54.0
## 1st Qu.:0.0000 1st Qu.: 0.9225 1st Qu.:-0.7025 1st Qu.: 446.8
## Median :0.2800 Median : 2.0000 Median :-0.4550 Median : 956.5
## Mean :0.4014 Mean : 3.1936 Mean :-0.5309 Mean : 2003.9
## 3rd Qu.:0.5825 3rd Qu.: 5.0475 3rd Qu.:-0.1850 3rd Qu.: 2415.0
## Max. :1.9600 Max. :16.6300 Max. : 0.0000 Max. :18559.0Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Cremona 5971 16.63 1
## Piacenza 3826 13.32 2
## Lodi 2936 12.75 3
## Bergamo 11150 10.00 4
## Brescia 12599 9.95 5
## Valle d'Aosta / Vallée d'Aoste 1111 8.84 6
## Reggio nell'Emilia 4585 8.62 7
## Alessandria 3271 7.76 8
## Mantova 3123 7.57 9
## Pavia 4129 7.56 10
## Trento 3995 7.38 11
## Parma 3112 6.89 12
## Pesaro e Urbino 2439 6.80 13
## Asti 1456 6.78 14
## Lecco 2230 6.61 15
## Vercelli 1093 6.40 16
## Verbano-Cusio-Ossola 996 6.29 17
## Sondrio 1132 6.25 18
## Novara 2218 6.01 19
## Imperia 1246 5.83 20
## Rimini 1953 5.76 21
## Milano 18559 5.71 22
## Torino 12324 5.45 23
## Biella 952 5.42 24
## Genova 4438 5.28 25
## Trieste 1227 5.23 26
## Belluno 1060 5.22 27
## Monza e della Brianza 4516 5.17 28
## Como 3076 5.13 29
## Modena 3578 5.07 30
## Massa-Carrara 983 5.04 31
## Verona 4526 4.89 32
## Bolzano / Bozen 2496 4.70 33
## Bologna 4191 4.13 34
## Cuneo 2407 4.10 35
## Savona 1129 4.09 36
## Padova 3827 4.08 37
## Pescara 1274 3.99 38
## Forlì-Cesena 1542 3.91 39
## Ancona 1799 3.82 40
## La Spezia 823 3.75 41
## Lucca 1265 3.26 42
## Macerata 999 3.18 43
## Vicenza 2571 2.98 44
## Firenze 3011 2.98 45
## Varese 2496 2.80 46
## Treviso 2476 2.79 47
## Venezia 2366 2.77 48
## Ferrara 905 2.62 49
## Ravenna 970 2.49 50
## Enna 402 2.44 51
## Fermo 423 2.43 52
## Pistoia 618 2.11 53
## Teramo 635 2.06 54
## Rieti 314 2.02 55
## Pisa 840 2.00 56
## Pordenone 625 2.00 57
## Prato 513 1.99 58
## Chieti 723 1.88 59
## Grosseto 402 1.81 60
## Arezzo 619 1.81 61
## Rovigo 422 1.80 62
## Udine 944 1.79 63
## Sassari 829 1.69 64
## Foggia 989 1.59 65
## Siena 420 1.57 66
## Livorno 508 1.52 67
## Perugia 989 1.51 68
## Terni 334 1.48 69
## Brindisi 554 1.41 70
## Ascoli Piceno 279 1.35 71
## Gorizia 179 1.28 72
## Viterbo 383 1.21 73
## Frosinone 555 1.13 74
## Roma 4569 1.05 75
## Avellino 440 1.05 76
## Bari 1285 1.03 77
## Campobasso 223 1.01 78
## Matera 188 0.95 79
## Barletta-Andria-Trani 368 0.94 80
## Catania 961 0.87 81
## Messina 533 0.85 82
## Latina 482 0.84 83
## L'Aquila 242 0.81 84
## Napoli 2389 0.77 85
## Crotone 117 0.67 86
## Isernia 55 0.65 87
## Benevento 177 0.64 88
## Cosenza 449 0.64 89
## Lecce 476 0.60 90
## Salerno 652 0.59 91
## Catanzaro 205 0.57 92
## Caltanissetta 148 0.56 93
## Siracusa 221 0.55 94
## Cagliari 232 0.54 95
## Potenza 178 0.49 96
## Reggio di Calabria 250 0.46 97
## Vibo Valentia 73 0.46 98
## Caserta 416 0.45 99
## Taranto 255 0.44 100
## Palermo 461 0.37 101
## Nuoro 76 0.36 102
## Oristano 54 0.34 103
## Trapani 137 0.32 104
## Agrigento 133 0.31 105
## Ragusa 89 0.28 106
## Sud Sardegna 92 0.26 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Chieti 723 0.00 1.72 1.88
## L'Aquila 242 0.41 0.14 0.81
## Pescara 1274 1.11 0.80 3.99
## Teramo 635 0.00 0.21 2.06
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1381 Min. : 242.0 Min. :0.8093
## 1st Qu.:0.0000 1st Qu.:0.1927 1st Qu.: 536.8 1st Qu.:1.6086
## Median :0.2075 Median :0.5042 Median : 679.0 Median :1.9682
## Mean :0.3815 Mean :0.7159 Mean : 718.5 Mean :2.1851
## 3rd Qu.:0.5890 3rd Qu.:1.0274 3rd Qu.: 860.8 3rd Qu.:2.5447
## Max. :1.1111 Max. :1.7171 Max. :1274.0 Max. :3.9949
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Matera 188 0 0.54 0.95
## Potenza 178 0 0.57 0.49
## daily_growth three_day_rate total_cases per_capita
## Min. :0 Min. :0.5376 Min. :178.0 Min. :0.4877
## 1st Qu.:0 1st Qu.:0.5453 1st Qu.:180.5 1st Qu.:0.6033
## Median :0 Median :0.5529 Median :183.0 Median :0.7188
## Mean :0 Mean :0.5529 Mean :183.0 Mean :0.7188
## 3rd Qu.:0 3rd Qu.:0.5606 3rd Qu.:185.5 3rd Qu.:0.8344
## Max. :0 Max. :0.5682 Max. :188.0 Max. :0.9499
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Catanzaro 205 1.49 0.66 0.57
## Cosenza 449 0.45 0.75 0.64
## Crotone 117 0.00 0.00 0.67
## Reggio di Calabria 250 0.40 0.27 0.46
## Vibo Valentia 73 1.39 0.46 0.46
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 73.0 Min. :0.4560
## 1st Qu.:0.4016 1st Qu.:0.2681 1st Qu.:117.0 1st Qu.:0.4562
## Median :0.4474 Median :0.4608 Median :205.0 Median :0.5721
## Mean :0.7446 Mean :0.4283 Mean :218.8 Mean :0.5578
## 3rd Qu.:1.3889 3rd Qu.:0.6590 3rd Qu.:250.0 3rd Qu.:0.6362
## Max. :1.4851 Max. :0.7536 Max. :449.0 Max. :0.6686
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Avellino 440 0.00 0.46 1.05
## Benevento 177 0.00 0.38 0.64
## Caserta 416 0.24 0.73 0.45
## Napoli 2389 0.59 0.78 0.77
## Salerno 652 0.15 0.46 0.59
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3795 Min. : 177.0 Min. :0.4507
## 1st Qu.:0.0000 1st Qu.:0.4587 1st Qu.: 416.0 1st Qu.:0.5935
## Median :0.1536 Median :0.4644 Median : 440.0 Median :0.6389
## Mean :0.1968 Mean :0.5628 Mean : 814.8 Mean :0.7019
## 3rd Qu.:0.2410 3rd Qu.:0.7317 3rd Qu.: 652.0 3rd Qu.:0.7744
## Max. :0.5895 Max. :0.7794 Max. :2389.0 Max. :1.0519
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Bologna 4191 0.84 1.29 4.13
## Ferrara 905 0.44 1.05 2.62
## Forlì-Cesena 1542 1.18 1.26 3.91
## Modena 3578 0.45 0.56 5.07
## Parma 3112 1.27 1.11 6.89
## Piacenza 3826 2.00 1.72 13.32
## Ravenna 970 0.10 0.24 2.49
## Reggio nell'Emilia 4585 0.17 0.48 8.62
## Rimini 1953 0.83 0.45 5.76
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1032 Min. :0.2417 Min. : 905 Min. : 2.491
## 1st Qu.:0.4440 1st Qu.:0.4771 1st Qu.:1542 1st Qu.: 3.907
## Median :0.8260 Median :1.0531 Median :3112 Median : 5.072
## Mean :0.8099 Mean :0.9062 Mean :2740 Mean : 5.868
## 3rd Qu.:1.1811 3rd Qu.:1.2634 3rd Qu.:3826 3rd Qu.: 6.891
## Max. :1.9995 Max. :1.7217 Max. :4585 Max. :13.324
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Gorizia 179 2.29 2.14 1.28
## Pordenone 625 0.64 0.70 2.00
## Trieste 1227 3.90 1.77 5.23
## Udine 944 0.64 0.32 1.79
## daily_growth three_day_rate total_cases per_capita
## Min. :0.6397 Min. :0.3198 Min. : 179.0 Min. :1.284
## 1st Qu.:0.6430 1st Qu.:0.6073 1st Qu.: 513.5 1st Qu.:1.660
## Median :1.4649 Median :1.2378 Median : 784.5 Median :1.892
## Mean :1.8661 Mean :1.2330 Mean : 743.8 Mean :2.575
## 3rd Qu.:2.6880 3rd Qu.:1.8635 3rd Qu.:1014.8 3rd Qu.:2.808
## Max. :3.8950 Max. :2.1366 Max. :1227.0 Max. :5.233
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Frosinone 555 0.18 0.49 1.13
## Latina 482 1.69 2.01 0.84
## Rieti 314 0.32 0.21 2.02
## Roma 4569 1.51 1.57 1.05
## Viterbo 383 1.32 0.98 1.21
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1805 Min. :0.2132 Min. : 314 Min. :0.8379
## 1st Qu.:0.3195 1st Qu.:0.4852 1st Qu.: 383 1st Qu.:1.0522
## Median :1.3228 Median :0.9761 Median : 482 Median :1.1348
## Mean :1.0043 Mean :1.0509 Mean :1261 Mean :1.2504
## 3rd Qu.:1.5108 3rd Qu.:1.5652 3rd Qu.: 555 3rd Qu.:1.2081
## Max. :1.6878 Max. :2.0149 Max. :4569 Max. :2.0193
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Genova 4438 3.38 2.74 5.28
## Imperia 1246 0.08 0.87 5.83
## La Spezia 823 0.98 0.57 3.75
## Savona 1129 0.53 2.35 4.09
## daily_growth three_day_rate total_cases per_capita
## Min. :0.08032 Min. :0.5735 Min. : 823 Min. :3.748
## 1st Qu.:0.42079 1st Qu.:0.7967 1st Qu.:1052 1st Qu.:4.004
## Median :0.75794 Median :1.6106 Median :1188 Median :4.683
## Mean :1.24345 Mean :1.6343 Mean :1909 Mean :4.735
## 3rd Qu.:1.58059 3rd Qu.:2.4483 3rd Qu.:2044 3rd Qu.:5.414
## Max. :3.37759 Max. :2.7426 Max. :4438 Max. :5.827
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Bergamo 11150 0.33 0.45 10.00
## Brescia 12599 0.28 0.33 9.95
## Como 3076 1.69 2.33 5.13
## Cremona 5971 0.08 0.59 16.63
## Lecco 2230 2.43 1.24 6.61
## Lodi 2936 0.34 1.16 12.75
## Mantova 3123 0.58 0.71 7.57
## Milano 18559 1.02 1.61 5.71
## Monza e della Brianza 4516 0.87 1.09 5.17
## Pavia 4129 2.10 1.14 7.56
## Sondrio 1132 0.00 1.33 6.25
## Varese 2496 1.18 1.66 2.80
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3302 Min. : 1132 Min. : 2.802
## 1st Qu.:0.3194 1st Qu.:0.6828 1st Qu.: 2826 1st Qu.: 5.574
## Median :0.7254 Median :1.1507 Median : 3626 Median : 7.087
## Mean :0.9091 Mean :1.1360 Mean : 5993 Mean : 8.013
## 3rd Qu.:1.3031 3rd Qu.:1.4010 3rd Qu.: 7266 3rd Qu.: 9.965
## Max. :2.4345 Max. :2.3256 Max. :18559 Max. :16.634
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Ancona 1799 0.17 0.26 3.82
## Ascoli Piceno 279 0.00 0.48 1.35
## Fermo 423 0.00 0.88 2.43
## Macerata 999 0.10 0.78 3.18
## Pesaro e Urbino 2439 0.45 0.52 6.80
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2608 Min. : 279 Min. :1.347
## 1st Qu.:0.0000 1st Qu.:0.4825 1st Qu.: 423 1st Qu.:2.434
## Median :0.1002 Median :0.5248 Median : 999 Median :3.180
## Mean :0.1441 Mean :0.5859 Mean :1188 Mean :3.515
## 3rd Qu.:0.1670 3rd Qu.:0.7794 3rd Qu.:1799 3rd Qu.:3.818
## Max. :0.4530 Max. :0.8822 Max. :2439 Max. :6.796
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 223 0 1.07 1.01
## Isernia 55 0 1.24 0.65
## daily_growth three_day_rate total_cases per_capita
## Min. :0 Min. :1.069 Min. : 55 Min. :0.6518
## 1st Qu.:0 1st Qu.:1.112 1st Qu.: 97 1st Qu.:0.7409
## Median :0 Median :1.156 Median :139 Median :0.8299
## Mean :0 Mean :1.156 Mean :139 Mean :0.8299
## 3rd Qu.:0 3rd Qu.:1.199 3rd Qu.:181 3rd Qu.:0.9189
## Max. :0 Max. :1.242 Max. :223 Max. :1.0080
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Alessandria 3271 2.60 1.65 7.76
## Asti 1456 1.96 2.73 6.78
## Biella 952 0.74 1.89 5.42
## Cuneo 2407 0.67 1.84 4.10
## Novara 2218 0.41 0.70 6.01
## Torino 12324 1.02 1.99 5.45
## Verbano-Cusio-Ossola 996 0.40 0.89 6.29
## Vercelli 1093 0.28 0.81 6.40
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2752 Min. :0.7010 Min. : 952 Min. :4.100
## 1st Qu.:0.4064 1st Qu.:0.8656 1st Qu.: 1069 1st Qu.:5.446
## Median :0.7050 Median :1.7456 Median : 1837 Median :6.150
## Mean :1.0106 Mean :1.5622 Mean : 3090 Mean :6.027
## 3rd Qu.:1.2587 3rd Qu.:1.9162 3rd Qu.: 2623 3rd Qu.:6.492
## Max. :2.6035 Max. :2.7295 Max. :12324 Max. :7.764
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Bari 1285 0.23 0.44 1.03
## Barletta-Andria-Trani 368 0.55 0.64 0.94
## Brindisi 554 0.36 1.17 1.41
## Foggia 989 0.30 0.68 1.59
## Lecce 476 0.21 0.71 0.60
## Taranto 255 0.00 0.26 0.44
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2628 Min. : 255.0 Min. :0.4421
## 1st Qu.:0.2164 1st Qu.:0.4942 1st Qu.: 395.0 1st Qu.:0.6849
## Median :0.2691 Median :0.6628 Median : 515.0 Median :0.9850
## Mean :0.2763 Mean :0.6523 Mean : 654.5 Mean :1.0017
## 3rd Qu.:0.3478 3rd Qu.:0.7035 3rd Qu.: 880.2 3rd Qu.:1.3139
## Max. :0.5464 Max. :1.1701 Max. :1285.0 Max. :1.5896
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Cagliari 232 0.43 0.43 0.54
## Nuoro 76 0.00 0.89 0.36
## Oristano 54 0.00 1.27 0.34
## Sassari 829 0.12 0.73 1.69
## Sud Sardegna 92 1.10 0.36 0.26
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3650 Min. : 54.0 Min. :0.2623
## 1st Qu.:0.0000 1st Qu.:0.4348 1st Qu.: 76.0 1st Qu.:0.3424
## Median :0.1208 Median :0.7344 Median : 92.0 Median :0.3644
## Mean :0.3305 Mean :0.7386 Mean :256.6 Mean :0.6388
## 3rd Qu.:0.4329 3rd Qu.:0.8929 3rd Qu.:232.0 3rd Qu.:0.5382
## Max. :1.0989 Max. :1.2660 Max. :829.0 Max. :1.6864
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Agrigento 133 0.76 0.25 0.31
## Caltanissetta 148 0.00 0.00 0.56
## Catania 961 0.84 1.24 0.87
## Enna 402 1.26 0.42 2.44
## Messina 533 0.00 0.51 0.85
## Palermo 461 1.10 1.95 0.37
## Ragusa 89 0.00 2.35 0.28
## Siracusa 221 4.74 3.38 0.55
## Trapani 137 0.74 0.49 0.32
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 89.0 Min. :0.2774
## 1st Qu.:0.0000 1st Qu.:0.4181 1st Qu.:137.0 1st Qu.:0.3182
## Median :0.7576 Median :0.5054 Median :221.0 Median :0.5536
## Mean :1.0475 Mean :1.1781 Mean :342.8 Mean :0.7271
## 3rd Qu.:1.0965 3rd Qu.:1.9539 3rd Qu.:461.0 3rd Qu.:0.8502
## Max. :4.7393 Max. :3.3842 Max. :961.0 Max. :2.4395
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Arezzo 619 0.32 0.71 1.81
## Firenze 3011 0.27 1.86 2.98
## Grosseto 402 0.50 0.42 1.81
## Livorno 508 0.00 0.60 1.52
## Lucca 1265 0.72 0.94 3.26
## Massa-Carrara 983 0.41 0.58 5.04
## Pisa 840 0.48 0.64 2.00
## Pistoia 618 0.49 1.10 2.11
## Prato 513 0.00 1.33 1.99
## Siena 420 0.00 0.40 1.57
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.4000 Min. : 402.0 Min. :1.517
## 1st Qu.:0.0666 1st Qu.:0.5868 1st Qu.: 509.2 1st Qu.:1.808
## Median :0.3664 Median :0.6766 Median : 618.5 Median :1.998
## Mean :0.3182 Mean :0.8589 Mean : 917.9 Mean :2.410
## 3rd Qu.:0.4855 3rd Qu.:1.0619 3rd Qu.: 947.2 3rd Qu.:2.761
## Max. :0.7166 Max. :1.8606 Max. :3011.0 Max. :5.044
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 2496 0.60 0.54 4.70
## Trento 3995 2.59 1.90 7.38
## daily_growth three_day_rate total_cases per_capita
## Min. :0.6046 Min. :0.5400 Min. :2496 Min. :4.699
## 1st Qu.:1.1019 1st Qu.:0.8792 1st Qu.:2871 1st Qu.:5.370
## Median :1.5992 Median :1.2185 Median :3246 Median :6.041
## Mean :1.5992 Mean :1.2185 Mean :3246 Mean :6.041
## 3rd Qu.:2.0964 3rd Qu.:1.5578 3rd Qu.:3620 3rd Qu.:6.712
## Max. :2.5937 Max. :1.8970 Max. :3995 Max. :7.383
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 989 0.2 0.24 1.51
## Terni 334 0.0 0.00 1.48
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.00000 Min. :334.0 Min. :1.480
## 1st Qu.:0.05066 1st Qu.:0.05926 1st Qu.:497.8 1st Qu.:1.487
## Median :0.10132 Median :0.11852 Median :661.5 Median :1.494
## Mean :0.10132 Mean :0.11852 Mean :661.5 Mean :1.494
## 3rd Qu.:0.15198 3rd Qu.:0.17779 3rd Qu.:825.2 3rd Qu.:1.500
## Max. :0.20263 Max. :0.23705 Max. :989.0 Max. :1.507
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 1111 0.45 0.33
## per_capita
## 8.84
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4521 Min. :0.3322 Min. :1111 Min. :8.841
## 1st Qu.:0.4521 1st Qu.:0.3322 1st Qu.:1111 1st Qu.:8.841
## Median :0.4521 Median :0.3322 Median :1111 Median :8.841
## Mean :0.4521 Mean :0.3322 Mean :1111 Mean :8.841
## 3rd Qu.:0.4521 3rd Qu.:0.3322 3rd Qu.:1111 3rd Qu.:8.841
## Max. :0.4521 Max. :0.3322 Max. :1111 Max. :8.841
## [1] "2020-04-27"
## province total_cases daily_growth three_day_rate per_capita
## Belluno 1060 0.95 0.57 5.22
## Padova 3827 0.24 0.29 4.08
## Rovigo 422 1.20 0.72 1.80
## Treviso 2476 0.94 0.77 2.79
## Venezia 2366 0.81 0.37 2.77
## Verona 4526 0.76 0.96 4.89
## Vicenza 2571 0.67 1.17 2.98
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2357 Min. :0.2891 Min. : 422 Min. :1.796
## 1st Qu.:0.7113 1st Qu.:0.4708 1st Qu.:1713 1st Qu.:2.781
## Median :0.8095 Median :0.7212 Median :2476 Median :2.981
## Mean :0.7938 Mean :0.6923 Mean :2464 Mean :3.504
## 3rd Qu.:0.9450 3rd Qu.:0.8632 3rd Qu.:3199 3rd Qu.:4.483
## Max. :1.1990 Max. :1.1677 Max. :4526 Max. :5.223
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